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  1. What's the difference between multicollinearity and autocorrelation?

    Nov 11, 2020 · Autocorrelation is used for signals or time series. Autocorrelation is the correlation of the signal with a delayed copy of itself. Multicollinearity, which should be checked during MLR, is a …

  2. autocorrelation - What does it mean for a time series to be ...

    May 17, 2023 · I am familiar with computing the autocorrelation function of a time series as a function of time lag, but I am not sure what it means for a time series to itself be autocorrelated.

  3. time series - How to interpret autocorrelation of residuals and what to ...

    Apr 10, 2013 · I was wondering what does it mean when time series residuals have autocorrelation? How should I deal with it?

  4. Using GAMs and Checking for Autocorrelation in Time Series Data

    Sep 21, 2025 · Should I instead collapse replicates to yearly means and model autocorrelation across years? Or can I keep replicates modeled this way? Do hierarchical models with penalization give the …

  5. How to calculate the ACF and PACF for time series

    Oct 27, 2020 · I just started with time series analysis and I would like to know whether there is a formular for calculating the autocorrelation function (ACF) and the partial autocorrelation function (PACF) for …

  6. r - How to calculate autocorrelation manually - Cross Validated

    Dec 3, 2024 · I was taught the autocorrelation in a time-series at lag k k is the correlation between all pairs of values separated by this lag. Suppose I want to give it a go and calculate it manually for lag 1.

  7. What is autocorrelation function? - Cross Validated

    Nov 21, 2013 · Can somebody explain autocorrelation function in a time series data? Applying acf to the data, what would be the application?

  8. How to test the autocorrelation of the residuals?

    You don't need to test for autocorrelation. It is there. The plot shows that. You could look at the autocorrelation function of these residuals (function acf()), but this will simply confirm what can be …

  9. autocorrelation - Why is "white noise" generated from uniform ...

    Jan 3, 2025 · Autocorrelation, differences in means, whatever. Any autocorrelation you find in your sample data is "real". It's just a question of a) How likely it is that you got this level of autocorrelation …

  10. Correcting for autocorrelation in simple linear regressions in R

    Nov 11, 2015 · very easy to follow and helpful for a first timer like me to test for autocorrelation. I have found autocorrelation occuring in some of my linear regression models, but I haven't got such a …